{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from os import listdir, mkdir, path\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "example_dir = '../../../build/examples/geometry/parametrization_breakdown'\n",
    "results_dir = path.join(example_dir, 'results')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_files = listdir(results_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def poly_coeffs(x, coeffs):\n",
    "    order = len(coeffs)                                                            \n",
    "    y = 0                                                                          \n",
    "                                                                                   \n",
    "    for i in range(order):                                                         \n",
    "        y += coeffs[i]*x**(order-(i+1))                                            \n",
    "                                                                                   \n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_visualization_files(geom_name):\n",
    "    coords = np.loadtxt(path.join(results_dir, f'{geom_name}_coords.csv'), delimiter=',')\n",
    "    points = np.loadtxt(path.join(results_dir, f'{geom_name}_points.csv'), delimiter=',')\n",
    "    \n",
    "    child_files = [\n",
    "        path.join(results_dir, file) for file in listdir(results_dir) if (geom_name in file and 'child' in file)\n",
    "    ]\n",
    "    \n",
    "    # remove degenerate files\n",
    "    if geom_name in ['tria', 'quad']:\n",
    "        child_files = [\n",
    "            child_file for child_file in child_files if 'degenerate' not in child_file\n",
    "        ]\n",
    "    \n",
    "    child_coords = [\n",
    "        np.loadtxt(file, delimiter=',') for file in sorted(child_files) if 'coords' in file\n",
    "    ]\n",
    "    child_points = [\n",
    "        np.loadtxt(file, delimiter=',') for file in sorted(child_files) if '_points' in file\n",
    "    ]\n",
    "    \n",
    "    return coords, points, child_coords, child_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_determinant_files(geom_name):\n",
    "    ref_points = np.loadtxt(path.join(results_dir, f'{geom_name}_refpoints.csv'), delimiter=',')\n",
    "    determinants = np.loadtxt(path.join(results_dir, f'{geom_name}_jacdets.csv'), delimiter=',')\n",
    "    \n",
    "    child_files = [\n",
    "        path.join(results_dir, file) for file in listdir(results_dir) if (geom_name in file and 'child' in file)\n",
    "    ]\n",
    "    \n",
    "    # remove degenerate quad files\n",
    "    if geom_name in ['tria', 'quad']:\n",
    "        child_files = [\n",
    "            child_file for child_file in child_files if 'degenerate' not in child_file\n",
    "        ]\n",
    "    \n",
    "    child_ref_points = [\n",
    "        np.loadtxt(file, delimiter=',') for file in sorted(child_files) if 'refpoints' in file\n",
    "    ]\n",
    "    child_determinants = [\n",
    "        np.loadtxt(file, delimiter=',') for file in sorted(child_files) if 'jacdet' in file\n",
    "    ]\n",
    "    \n",
    "    return ref_points, determinants, child_ref_points, child_determinants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_coordinates(coords):\n",
    "    num_vertices = int(coords.shape[1] / 2)\n",
    "    \n",
    "    vertices_x = coords[0, :num_vertices]\n",
    "    vertices_y = coords[1, :num_vertices]\n",
    "    midpoints_x = coords[0, num_vertices:]\n",
    "    midpoints_y = coords[1, num_vertices:]\n",
    "    \n",
    "    return vertices_x, vertices_y, midpoints_x, midpoints_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_geom(ax, coords):\n",
    "    vertices_x, vertices_y, midpoints_x, midpoints_y = extract_coordinates(coords)\n",
    "    \n",
    "    for x, y in zip(vertices_x, vertices_y):\n",
    "        ax.plot(x, y, 'k*', linewidth=2, label='vertex')\n",
    "        \n",
    "    for x, y in zip(midpoints_x, midpoints_y):                                            \n",
    "        ax.plot(x, y, 'r*', linewidth=2, label='midpoint')\n",
    "        \n",
    "    num_vertices = vertices_x.shape[0]\n",
    "    \n",
    "    for i in range(num_vertices):                                                                 \n",
    "        coeffs = np.polyfit(                                                           \n",
    "            [vertices_x[i], midpoints_x[i], vertices_x[(i+1)%num_vertices]],\n",
    "            [vertices_y[i], midpoints_y[i], vertices_y[(i+1)%num_vertices]],                            \n",
    "            2                                                                          \n",
    "        )                                                                              \n",
    "                                                                                   \n",
    "        x = np.linspace(vertices_x[i], vertices_x[(i+1)%num_vertices], 1000)                      \n",
    "        ax.plot(x, poly_coeffs(x, coeffs), color='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_geom(geom_name):\n",
    "    coords, points, child_coords, child_points = load_visualization_files(geom_name)\n",
    "    \n",
    "    fig, ax = plt.subplots(\n",
    "        1, 1 + len(child_coords), sharex='all', sharey='all', figsize=(3*len(child_coords), 3)\n",
    "    )\n",
    "    \n",
    "    ax[0].set_title('original')\n",
    "    plot_geom(ax[0], coords)\n",
    "    ax[0].scatter(points[0, :], points[1, :], s=0.5)\n",
    "\n",
    "    for child, (coords, points) in enumerate(zip(child_coords, child_points)):\n",
    "        ax[child + 1].set_title(f'child {child}')\n",
    "        plot_geom(ax[child + 1], coords)\n",
    "        ax[child + 1].scatter(points[0, :], points[1, :], s=0.5)                                             \n",
    "    \n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_volumes(geom_name):\n",
    "    volumes = np.loadtxt(path.join(results_dir, f'{geom_name}_volumes.csv'), delimiter=',')\n",
    "    \n",
    "    print('original volume:', volumes[0])\n",
    "    print('refined volume: ', volumes[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MidpointNormalize(colors.Normalize):\n",
    "    \"\"\"\n",
    "    Normalize the colorbar so that diverging bars work there way either side from a prescribed midpoint value\n",
    "    \"\"\"\n",
    "    def __init__(self, vmin=None, vmax=None, midpoint=None, clip=False):\n",
    "        self.midpoint = midpoint\n",
    "        colors.Normalize.__init__(self, vmin, vmax, clip)\n",
    "\n",
    "    def __call__(self, value, clip=None):\n",
    "        # I'm ignoring masked values and all kinds of edge cases to make a simple example...\n",
    "        x, y = [self.vmin, self.midpoint, self.vmax], [0, 0.5, 1]\n",
    "        return np.ma.masked_array(np.interp(value, x, y), np.isnan(value))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_jacobian_determinants(ax, ref_points, determinants, extrema):\n",
    "    scat = ax.scatter(\n",
    "        ref_points[0, :], ref_points[1, :],\n",
    "        c=determinants, cmap=cm.coolwarm, clim=extrema, \n",
    "        norm=MidpointNormalize(midpoint=0, vmin=extrema[0], vmax=extrema[1])\n",
    "    )\n",
    "    ax.axis('off')\n",
    "    \n",
    "    return scat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_jacobian_determinants(geom_name):\n",
    "    ref_points, determinants, child_ref_points, child_determinants = load_determinant_files(geom_name)\n",
    "    \n",
    "    max_val = max(map(max, [determinants] + child_determinants))\n",
    "    min_val = min(map(min, [determinants] + child_determinants))\n",
    "    extrema = (min(min_val, 0), max(max_val, 0))\n",
    "    \n",
    "    fig, ax = plt.subplots(\n",
    "        1, 1 + len(child_ref_points), sharex='all', sharey='all', figsize=(3*len(child_ref_points), 3)\n",
    "    )\n",
    "    \n",
    "    ax[0].set_title('original')\n",
    "    plot_jacobian_determinants(ax[0], ref_points, determinants, extrema)\n",
    "    \n",
    "    for child, (ref_points, determinants) in enumerate(zip(child_ref_points, child_determinants)):\n",
    "        ax[child + 1].set_title(f'child {child}')\n",
    "        scat = plot_jacobian_determinants(ax[child + 1], ref_points, determinants, extrema)\n",
    "    \n",
    "    cax, kw = mpl.colorbar.make_axes([axis for axis in ax.flat], fraction=0.0175, aspect=10)\n",
    "    plt.colorbar(scat, cax=cax, **kw)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Investigate Parametrization Breakdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original volume: 15.4333\n",
      "refined volume:  15.4333\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df9cc80b8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df7b0dcf8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_geom('tria')\n",
    "check_volumes('tria')\n",
    "visualize_jacobian_determinants('tria')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original volume: 22.5639\n",
      "refined volume:  22.5579\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df9cc8898>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df5de2ba8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_geom('tria_degenerate')\n",
    "check_volumes('tria_degenerate')\n",
    "visualize_jacobian_determinants('tria_degenerate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original volume: 20.9667\n",
      "refined volume:  20.9667\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df795a160>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df5d82630>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_geom('quad')\n",
    "check_volumes('quad')\n",
    "visualize_jacobian_determinants('quad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original volume: 26.9789\n",
      "refined volume:  26.9915\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df5b259b0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8df5cb0080>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_geom('quad_degenerate')\n",
    "check_volumes('quad_degenerate')\n",
    "visualize_jacobian_determinants('quad_degenerate')"
   ]
  }
 ],
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